{"id":"W2095062345","doi":"10.1007/s10933-010-9470-0","title":"Diatom habitats, species diversity and water-depth inference models across surface-sediment transects in Worth Lake, northwest Ontario, Canada","year":2010,"lang":"en","type":"article","venue":"Journal of Paleolimnology","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Environment; Manitoba Hydro","keywords":"Transect; Species evenness; Benthic zone; Species richness; Diatom; Ecology; Community structure; Oceanography; Geology; Plankton; Sediment; Environmental science; Physical geography; Geography; Biology; Geomorphology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003204036,0.0001487389,0.0003010868,0.00003061817,0.0002896354,0.00001051992,0.0002688682,0.0001628499,0.002628959],"category_scores_gemma":[0.00001375409,0.0001115101,0.00003996852,0.00006561214,0.000378588,0.0002671412,0.0003223912,0.0006685471,0.00001586404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001860108,"about_ca_system_score_gemma":0.000142405,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5741215,"about_ca_topic_score_gemma":0.9998019,"domain_scores_codex":[0.9987599,0.00005994057,0.0003437614,0.000183173,0.0002294084,0.0004238108],"domain_scores_gemma":[0.9994917,0.00007564719,0.000140585,0.0001249814,0.00002179762,0.0001452786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003957877,0.00009321531,0.991459,0.000003075259,0.00001367415,0.0002872004,0.004783446,0.001836719,0.001146873,0.00001851887,0.0001350717,0.0001836197],"study_design_scores_gemma":[0.0007067856,0.0001470247,0.9971509,0.000005134055,0.00002089972,0.00008192997,0.0002543018,0.0001310128,0.000703814,0.0003045588,0.0003586904,0.0001349776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986939,0.00001366785,0.00003984591,0.0003280653,0.0005412823,0.0000928205,0.00001063603,0.000003881993,0.000275877],"genre_scores_gemma":[0.9991778,0.00002395185,0.0002264536,0.0001770238,0.00002163402,7.033168e-7,0.000003221402,0.000004919178,0.0003642576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4256805,"threshold_uncertainty_score":0.9982828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01842459012865547,"score_gpt":0.215518453634654,"score_spread":0.1970938635059985,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}